yangulei opened a new pull request, #12371: URL: https://github.com/apache/tvm/pull/12371
This PR enable in-place post-op sum in dnnl json runtime for performance concern. This feature only enabled if the `rhs` of `sum` is not `input` nor `output` of current dnnl partition. Thus the workloads with large dnnl partition will benefit most. The correctness of this patch has been checked by the following 83 models from gluoncv: `['resnet18_v1', 'resnet34_v1', 'resnet50_v1', 'resnet101_v1', 'resnet152_v1', 'resnet18_v2', 'resnet34_v2', 'resnet50_v2', 'resnet101_v2', 'resnet152_v2', 'resnest14', 'resnest26', 'resnest50', 'resnest101', 'resnest200', 'resnest269', 'vgg11', 'vgg13', 'vgg16', 'vgg19', 'vgg11_bn', 'vgg13_bn', 'vgg16_bn', 'vgg19_bn', 'alexnet', 'densenet121', 'densenet161', 'densenet169', 'densenet201', 'squeezenet1.0', 'squeezenet1.1', 'googlenet', 'inceptionv3', 'xception', 'mobilenet1.0', 'mobilenet0.75', 'mobilenet0.5', 'mobilenet0.25', 'mobilenetv2_1.0', 'mobilenetv2_0.75', 'mobilenetv2_0.5', 'mobilenetv2_0.25', 'mobilenetv3_large', 'mobilenetv3_small', 'cifar_resnet20_v1', 'cifar_resnet56_v1', 'cifar_resnet110_v1', 'cifar_resnet20_v2', 'cifar_resnet56_v2', 'cifar_resnet110_v2', 'cifar_wideresnet16_10', 'cifar_wideresnet28_10', 'cifar_wideresnet40_8', 'cifar_resnext29_16x64d', 'resnet18_v1b', 'resnet34_v1b', 'resnet50_v1b', 'resnet101_v1b', 'resnet152_v1b', 'resnet50_v1c', 'resnet101_v1c', 'resnet152_v1c', 'resnet50_v1d', 'resnet101_v1d', 'resnet152_v1d', 'resnet50_v1s', 'resnet101_v1s', 'resnet152_v1s', 'resnext50_32x4d', 'resnext101_32x4d', 'resnext101_64x4d', 'se_resnext50_32x4d', 'se_resnext101_32x4d', 'se_resnext101_64x4d', 'senet_154', 'darknet53', 'resnet18_v1b_0.89', 'resnet50_v1d_0.86', 'resnet50_v1d_0.48', 'resnet50_v1d_0.37', 'resnet50_v1d_0.11', 'resnet101_v1d_0.76', 'resnet101_v1d_0.73']` -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: [email protected] For queries about this service, please contact Infrastructure at: [email protected]
